Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "162" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 88 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 84 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.462616 | -0.575708 | 2.144988 | 2.146621 | 1.671784 | 2.032737 | 1.950486 | 1.668977 | 0.8010 | 0.8076 | 0.2371 | 14.529861 | 14.992399 |
| 2459593 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.995056 | -0.217804 | 2.457416 | 3.043220 | 3.090722 | 3.081756 | 0.633188 | 0.220834 | 0.7488 | 0.7502 | 0.2402 | 5.801366 | 5.909983 |
| 2459592 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.827987 | -1.126844 | 1.081804 | 0.539293 | 0.769646 | 0.387186 | 2.357452 | 0.139761 | 0.0864 | 0.0406 | 0.0215 | nan | nan |
| 2459591 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.783345 | 0.148643 | 3.632494 | 3.172880 | 3.519428 | 2.750413 | 0.111509 | 0.893799 | 0.6857 | 0.7016 | 0.3631 | 5.366976 | 5.583682 |
| 2459590 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.902970 | 0.380461 | 2.609867 | 2.728204 | 4.517224 | 3.134627 | 3.328543 | 0.933663 | 0.6840 | 0.6990 | 0.3575 | 5.250588 | 5.655344 |
| 2459589 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.878156 | 0.311250 | 1.590460 | 2.074710 | 0.947551 | 0.643869 | 1.178737 | 0.617419 | 0.7244 | 0.7242 | 0.2754 | 5.726531 | 5.799225 |
| 2459588 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.951000 | -0.415173 | 3.316923 | 3.557931 | 2.367661 | 2.728576 | 0.962810 | 0.709530 | 0.7906 | 0.7781 | 0.2113 | 9.789174 | 9.033145 |
| 2459587 | digital_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 348.265286 | 357.140440 | inf | inf | 26.558341 | 108.315257 | 199.223957 | 556.220096 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 306.785514 | 318.854034 | inf | inf | 10.251396 | 15.670716 | 189.342616 | 745.781222 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.860369 | -1.281806 | 0.194053 | -0.032214 | -0.510740 | -0.403037 | 1.691587 | 2.241279 | 0.0914 | 0.0426 | 0.0173 | 0.000000 | 0.000000 |
| 2459584 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 736.782516 | 1369.361995 | inf | inf | 2955.326168 | 4750.114802 | 21142.250946 | 34082.833031 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459583 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.370161 | 0.221532 | -0.552284 | -0.875241 | 2.739605 | 1.014709 | -0.516033 | 0.475203 | 0.6891 | 0.7010 | 0.3748 | 4.569368 | 4.532090 |
| 2459582 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.854428 | 0.058767 | -0.672998 | -0.725635 | 3.759341 | 1.449581 | -0.614004 | 0.314610 | 0.6898 | 0.7013 | 0.3777 | 3.639183 | 3.585122 |
| 2459581 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.318833 | 0.350655 | -0.727754 | -0.845010 | 3.080065 | 0.802407 | -0.297744 | 0.293358 | 0.6979 | 0.7071 | 0.3734 | 3.748874 | 3.634918 |
| 2459580 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.390256 | -0.156700 | -0.814320 | -0.727247 | 2.444855 | 1.083164 | -0.657438 | 0.227136 | 0.6898 | 0.6996 | 0.3731 | 4.751274 | 4.373187 |
| 2459579 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.670580 | 0.218618 | -0.676460 | -0.723821 | 3.328020 | 1.305982 | -0.279683 | 1.119781 | 0.6861 | 0.6956 | 0.3733 | 0.000000 | 0.000000 |
| 2459578 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.342898 | 0.213822 | -0.644468 | -0.492226 | 0.697886 | 0.798800 | -0.008223 | 0.708253 | 0.1003 | 0.0736 | 0.0240 | nan | nan |
| 2459577 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459576 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.055589 | 0.316822 | -0.613498 | -0.727210 | 2.436482 | 1.425748 | -0.150693 | 0.064715 | 0.7111 | 0.7213 | 0.3741 | 6.739906 | 6.139468 |
| 2459575 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.592435 | 0.331080 | -0.632260 | -0.684187 | 2.084016 | 0.727773 | -0.610094 | -0.680124 | 0.7701 | 0.7735 | 0.3138 | 5.378209 | 5.165818 |
| 2459574 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.435050 | -0.372789 | -0.589992 | -0.936530 | 3.613955 | 0.720063 | 1.244856 | 0.610404 | 0.7100 | 0.7232 | 0.3708 | 5.099599 | 4.882811 |
| 2459572 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.644933 | -0.356852 | -0.672033 | -0.811919 | 2.227567 | 1.126344 | 0.947192 | 0.696390 | 0.7118 | 0.7256 | 0.3746 | 5.851711 | 5.915348 |
| 2459571 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459570 | digital_maintenance | 100.00% | 0.00% | 29.19% | 0.00% | 100.00% | 0.00% | -0.344484 | -0.265220 | -0.321282 | -0.564315 | -0.648222 | 55.949122 | -0.744407 | 1.536065 | 0.6964 | 0.5618 | 0.3827 | 14.112469 | 15.309323 |
| 2459569 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.715387 | -0.304408 | -0.700633 | -0.907737 | -0.339434 | -0.470139 | -0.544708 | -0.853829 | 0.7816 | 0.7886 | 0.2237 | 4.711517 | 4.588823 |
| 2459566 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.642458 | -0.544645 | -0.565797 | -0.848735 | 2.559988 | 1.097632 | -0.268310 | 1.238472 | 0.7008 | 0.7153 | 0.3900 | 3.685486 | 3.531520 |
| 2459565 | digital_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.000390 | -0.000390 | 0.000000 | 0.000000 | -0.823769 | -0.823769 | -0.908427 | -0.908427 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.854938 | -0.262140 | -0.772443 | -0.838884 | 1.148850 | 0.463362 | -0.132946 | 0.426007 | 0.7210 | 0.7233 | 0.3831 | 3.999084 | 3.570880 |
| 2459563 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.149444 | -0.521755 | -0.533540 | -0.850619 | 2.778989 | 0.824397 | 1.206923 | 1.489086 | 0.7153 | 0.7238 | 0.3752 | 4.266770 | 4.256831 |
| 2459562 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.508560 | -0.261778 | -0.187671 | -0.218209 | 1.557178 | 0.969578 | 0.672426 | 0.376545 | 0.7186 | 0.7283 | 0.3718 | 4.042097 | 3.551574 |
| 2459561 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.054083 | -0.221073 | -0.132237 | -0.258588 | 1.513691 | 1.095299 | 0.012587 | 0.096371 | 0.7138 | 0.7273 | 0.3733 | 3.447470 | 3.194869 |
| 2459560 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.634684 | -0.223254 | -0.009219 | -0.321370 | 2.119779 | 1.330808 | 0.000977 | 0.235106 | 0.7144 | 0.7246 | 0.3846 | 3.868656 | 3.363742 |
| 2459559 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.538734 | -0.400109 | -0.307436 | -0.529711 | 2.047690 | 1.209140 | 0.121710 | 0.131268 | 0.7121 | 0.7202 | 0.3763 | 3.451018 | 3.100288 |
| 2459558 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.913126 | -0.459657 | -0.680030 | -0.700104 | 2.692005 | 0.992750 | -0.515413 | 0.368314 | 0.7185 | 0.7230 | 0.3766 | 4.552339 | 3.904418 |
| 2459557 | digital_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.1247 | 0.0451 | 0.0319 | nan | nan |
| 2459556 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.092360 | -0.331846 | -0.754940 | -0.666976 | 3.031785 | 1.420062 | -0.334244 | 0.917587 | 0.7107 | 0.7185 | 0.3789 | 4.265733 | 3.852753 |
| 2459554 | digital_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7205 | 0.7281 | 0.3867 | nan | nan |
| 2459553 | digital_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7154 | 0.7226 | 0.3870 | nan | nan |
| 2459552 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.424959 | 0.596104 | -0.669431 | -0.295673 | 2.482208 | 0.675581 | 0.780776 | 1.373804 | 0.7211 | 0.7262 | 0.3811 | 9.079129 | 10.007969 |
| 2459551 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.456898 | -0.448519 | -0.366011 | -0.528687 | 2.518708 | 1.448694 | -0.036418 | 0.220541 | 0.7187 | 0.7250 | 0.3837 | 3.862169 | 3.424669 |
| 2459550 | digital_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0801 | 0.0432 | 0.0121 | nan | nan |
| 2459549 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.792509 | -0.526702 | -0.814971 | -0.933304 | 3.735802 | 0.840820 | -0.451130 | 0.943186 | 0.7131 | 0.7190 | 0.3939 | 3.897868 | 3.435430 |
| 2459542 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459541 | digital_maintenance | 0.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | 2.733757 | -0.087360 | -0.601403 | -0.782295 | -0.322728 | -1.166272 | 2.241196 | 0.375456 | 0.7549 | 0.7499 | 0.3195 | 4.987418 | 4.998525 |
| 2459540 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.229940 | 0.201260 | -0.135749 | -0.183220 | 2.239005 | -0.543685 | 0.141809 | 0.763031 | 0.7644 | 0.7646 | 0.3320 | 3.366524 | 2.969606 |
| 2459536 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.759904 | 0.389980 | -0.331405 | -0.115179 | 0.728779 | 0.445885 | -0.662700 | 0.368731 | 0.7476 | 0.7494 | 0.4040 | 4.540252 | 3.803062 |
| 2459535 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.810946 | -0.156385 | 0.058395 | -0.190595 | 1.115976 | -0.972870 | -0.165352 | 0.664780 | 0.7949 | 0.7877 | 0.3392 | 3.687861 | 3.133368 |
| 2459534 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.179385 | -0.331270 | 0.259532 | -0.131370 | 1.404516 | -0.251601 | 0.151523 | 1.299589 | 0.7812 | 0.7671 | 0.3528 | 4.819722 | 3.766743 |
| 2459533 | digital_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459532 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.203333 | 0.001941 | -0.645045 | -0.877256 | 3.865072 | 0.523549 | 2.016622 | 2.249406 | 0.7403 | 0.7464 | 0.3822 | 4.823184 | 4.051318 |
| 2459530 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.305006 | -0.339327 | -0.514722 | -0.393661 | 3.096969 | 1.247604 | 11.807204 | 4.333685 | 0.7479 | 0.7510 | 0.3767 | 3.738161 | 3.460034 |
| 2459527 | digital_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.789107 | -0.039986 | -0.095984 | -0.923790 | 0.172535 | 0.209592 | 0.196670 | 1.661349 | 0.9125 | 0.9396 | 0.2823 | 0.000000 | 0.000000 |
| 2459523 | digital_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.701260 | -0.244992 | -0.574180 | -1.075694 | 0.697890 | -0.435862 | -0.220304 | 0.634114 | nan | nan | nan | 6.280108 | 5.122544 |
| 2459522 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.846527 | 1.157869 | -0.831954 | -0.847091 | -0.542587 | -0.375395 | -0.459092 | 2.237326 | 0.7058 | 0.7003 | 0.3196 | 4.944781 | 5.856686 |
| 2459513 | digital_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.048697 | 0.161745 | -0.554359 | -0.781795 | 0.205487 | 0.225335 | -0.113779 | 2.069012 | 0.0842 | 0.0715 | 0.0011 | nan | nan |
| 2459508 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.192531 | -0.456562 | -0.186502 | -0.542385 | 1.188476 | -0.158682 | -0.182082 | -0.813789 | 0.9222 | 0.9474 | 0.1612 | 0.000000 | 0.000000 |
| 2459505 | digital_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.532317 | -0.419396 | -0.456437 | -0.903464 | 1.263966 | -0.649430 | 7.315757 | 2.313618 | 0.8891 | 0.8587 | 0.1962 | 31.640136 | 25.884855 |
| 2459503 | digital_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.405466 | -0.721471 | -0.848152 | -0.882321 | 1.321911 | 0.981369 | 1.313231 | 1.924983 | 0.8872 | 0.8813 | 0.4107 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Variability | 4.111293 | 1.773891 | -0.064989 | 1.603425 | 2.264197 | 2.241519 | 4.111293 | 1.673170 | 1.747432 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.774217 | 2.283214 | -0.125874 | 0.850165 | 1.214330 | 2.774217 | 2.409992 | 0.219366 | 1.937660 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Shape | 3.004854 | 3.004854 | -0.080210 | 1.833964 | 2.090122 | 2.613194 | 2.776307 | 0.660435 | 1.209250 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Power | 3.365908 | -0.016999 | 1.027742 | 2.985017 | 3.365908 | 2.494650 | 2.737120 | 1.643918 | 0.442059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 4.497198 | 0.015907 | 1.833554 | 3.162315 | 3.336336 | 3.571641 | 4.497198 | 0.236088 | 1.552534 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.932441 | -0.749554 | 1.434150 | 3.103271 | 3.502458 | 3.710273 | 3.932441 | -0.001952 | 0.745992 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Power | inf | 28.975593 | 31.919432 | inf | inf | 31.400262 | 279.277005 | 56.859303 | 270.374614 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 5.597808 | 1.961877 | -0.017714 | 2.084827 | 2.249628 | 5.597808 | 4.688273 | 1.959527 | 0.622585 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Power | 3.162714 | 2.423768 | 0.612240 | 3.162714 | 2.809020 | 0.829401 | 0.414906 | -0.273354 | -0.360778 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Power | 3.883270 | 0.299097 | 1.376874 | 3.551620 | 3.883270 | 2.331471 | 2.853616 | 2.207990 | 0.541680 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.184010 | 2.211077 | -0.003146 | 2.506740 | 2.723016 | 3.184010 | 2.743275 | -0.202844 | 0.146968 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Power | 3.764212 | -0.116840 | 0.923562 | 3.764212 | 3.737901 | 2.371660 | 2.302743 | 2.318825 | 0.845434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.947910 | -0.079995 | 0.956253 | 2.584153 | 2.539736 | 2.480312 | 2.947910 | 0.712304 | -0.121253 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Discontinuties | 2.188347 | 0.077690 | 0.892249 | 1.919638 | 1.846645 | 0.918864 | 1.363497 | 1.863424 | 2.188347 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Power | 2.146621 | 1.462616 | -0.575708 | 2.144988 | 2.146621 | 1.671784 | 2.032737 | 1.950486 | 1.668977 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.090722 | 0.995056 | -0.217804 | 2.457416 | 3.043220 | 3.090722 | 3.081756 | 0.633188 | 0.220834 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Discontinuties | 2.357452 | -1.126844 | 0.827987 | 0.539293 | 1.081804 | 0.387186 | 0.769646 | 0.139761 | 2.357452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Power | 3.632494 | 0.148643 | 1.783345 | 3.172880 | 3.632494 | 2.750413 | 3.519428 | 0.893799 | 0.111509 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 4.517224 | 2.902970 | 0.380461 | 2.609867 | 2.728204 | 4.517224 | 3.134627 | 3.328543 | 0.933663 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Power | 2.074710 | 0.311250 | 1.878156 | 2.074710 | 1.590460 | 0.643869 | 0.947551 | 0.617419 | 1.178737 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Power | 3.557931 | 1.951000 | -0.415173 | 3.316923 | 3.557931 | 2.367661 | 2.728576 | 0.962810 | 0.709530 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Power | inf | 357.140440 | 348.265286 | inf | inf | 108.315257 | 26.558341 | 556.220096 | 199.223957 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Power | inf | 306.785514 | 318.854034 | inf | inf | 10.251396 | 15.670716 | 189.342616 | 745.781222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Discontinuties | 2.241279 | -0.860369 | -1.281806 | 0.194053 | -0.032214 | -0.510740 | -0.403037 | 1.691587 | 2.241279 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Power | inf | 736.782516 | 1369.361995 | inf | inf | 2955.326168 | 4750.114802 | 21142.250946 | 34082.833031 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.739605 | 1.370161 | 0.221532 | -0.552284 | -0.875241 | 2.739605 | 1.014709 | -0.516033 | 0.475203 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.759341 | 0.058767 | 0.854428 | -0.725635 | -0.672998 | 1.449581 | 3.759341 | 0.314610 | -0.614004 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.080065 | 1.318833 | 0.350655 | -0.727754 | -0.845010 | 3.080065 | 0.802407 | -0.297744 | 0.293358 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.444855 | -0.156700 | 0.390256 | -0.727247 | -0.814320 | 1.083164 | 2.444855 | 0.227136 | -0.657438 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.328020 | 0.670580 | 0.218618 | -0.676460 | -0.723821 | 3.328020 | 1.305982 | -0.279683 | 1.119781 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Variability | 0.798800 | -0.342898 | 0.213822 | -0.644468 | -0.492226 | 0.697886 | 0.798800 | -0.008223 | 0.708253 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.436482 | 0.316822 | 2.055589 | -0.727210 | -0.613498 | 1.425748 | 2.436482 | 0.064715 | -0.150693 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.084016 | 0.331080 | 0.592435 | -0.684187 | -0.632260 | 0.727773 | 2.084016 | -0.680124 | -0.610094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.613955 | -0.372789 | 1.435050 | -0.936530 | -0.589992 | 0.720063 | 3.613955 | 0.610404 | 1.244856 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.227567 | -0.356852 | 1.644933 | -0.811919 | -0.672033 | 1.126344 | 2.227567 | 0.696390 | 0.947192 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Variability | 55.949122 | -0.344484 | -0.265220 | -0.321282 | -0.564315 | -0.648222 | 55.949122 | -0.744407 | 1.536065 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Shape | 0.715387 | -0.304408 | 0.715387 | -0.907737 | -0.700633 | -0.470139 | -0.339434 | -0.853829 | -0.544708 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.559988 | -0.544645 | 0.642458 | -0.848735 | -0.565797 | 1.097632 | 2.559988 | 1.238472 | -0.268310 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Power | 0.000000 | -0.000390 | -0.000390 | 0.000000 | 0.000000 | -0.823769 | -0.823769 | -0.908427 | -0.908427 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 1.148850 | 0.854938 | -0.262140 | -0.772443 | -0.838884 | 1.148850 | 0.463362 | -0.132946 | 0.426007 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.778989 | 1.149444 | -0.521755 | -0.533540 | -0.850619 | 2.778989 | 0.824397 | 1.206923 | 1.489086 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 1.557178 | 0.508560 | -0.261778 | -0.187671 | -0.218209 | 1.557178 | 0.969578 | 0.672426 | 0.376545 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 1.513691 | 1.054083 | -0.221073 | -0.132237 | -0.258588 | 1.513691 | 1.095299 | 0.012587 | 0.096371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.119779 | 0.634684 | -0.223254 | -0.009219 | -0.321370 | 2.119779 | 1.330808 | 0.000977 | 0.235106 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.047690 | 0.538734 | -0.400109 | -0.307436 | -0.529711 | 2.047690 | 1.209140 | 0.121710 | 0.131268 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.692005 | -0.459657 | 0.913126 | -0.700104 | -0.680030 | 0.992750 | 2.692005 | 0.368314 | -0.515413 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.031785 | -0.331846 | 1.092360 | -0.666976 | -0.754940 | 1.420062 | 3.031785 | 0.917587 | -0.334244 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.482208 | 0.596104 | 2.424959 | -0.295673 | -0.669431 | 0.675581 | 2.482208 | 1.373804 | 0.780776 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.518708 | -0.448519 | 0.456898 | -0.528687 | -0.366011 | 1.448694 | 2.518708 | 0.220541 | -0.036418 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.735802 | 0.792509 | -0.526702 | -0.814971 | -0.933304 | 3.735802 | 0.840820 | -0.451130 | 0.943186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Shape | 2.733757 | -0.087360 | 2.733757 | -0.782295 | -0.601403 | -1.166272 | -0.322728 | 0.375456 | 2.241196 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 2.239005 | 0.201260 | 1.229940 | -0.183220 | -0.135749 | -0.543685 | 2.239005 | 0.763031 | 0.141809 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Shape | 1.759904 | 0.389980 | 1.759904 | -0.115179 | -0.331405 | 0.445885 | 0.728779 | 0.368731 | -0.662700 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 1.115976 | 0.810946 | -0.156385 | 0.058395 | -0.190595 | 1.115976 | -0.972870 | -0.165352 | 0.664780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 1.404516 | -0.331270 | 1.179385 | -0.131370 | 0.259532 | -0.251601 | 1.404516 | 1.299589 | 0.151523 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 3.865072 | 2.203333 | 0.001941 | -0.645045 | -0.877256 | 3.865072 | 0.523549 | 2.016622 | 2.249406 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Discontinuties | 11.807204 | -0.339327 | -0.305006 | -0.393661 | -0.514722 | 1.247604 | 3.096969 | 4.333685 | 11.807204 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Discontinuties | 1.661349 | 0.789107 | -0.039986 | -0.095984 | -0.923790 | 0.172535 | 0.209592 | 0.196670 | 1.661349 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Shape | 1.701260 | 1.701260 | -0.244992 | -0.574180 | -1.075694 | 0.697890 | -0.435862 | -0.220304 | 0.634114 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Discontinuties | 2.237326 | 1.157869 | 1.846527 | -0.847091 | -0.831954 | -0.375395 | -0.542587 | 2.237326 | -0.459092 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Discontinuties | 2.069012 | 0.161745 | -0.048697 | -0.781795 | -0.554359 | 0.225335 | 0.205487 | 2.069012 | -0.113779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Variability | 1.188476 | -0.456562 | -0.192531 | -0.542385 | -0.186502 | -0.158682 | 1.188476 | -0.813789 | -0.182082 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Discontinuties | 2.210613 | 0.083370 | -0.218984 | -0.125280 | -0.690497 | 1.171045 | 0.589462 | -0.246709 | 2.210613 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | ee Temporal Discontinuties | 7.315757 | -0.419396 | 1.532317 | -0.903464 | -0.456437 | -0.649430 | 1.263966 | 2.313618 | 7.315757 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 162 | 13 | digital_maintenance | nn Temporal Discontinuties | 1.924983 | -0.405466 | -0.721471 | -0.848152 | -0.882321 | 1.321911 | 0.981369 | 1.313231 | 1.924983 |